STUDENT NAME & ID : Omar Elalem (8937288)

Load dataset from Sklearn

dataframe

Adding target data to the dataframe

conclusion from data set :

-) I believe linear regression is not the best option for this model because the training data is too dispersed and the correlation between BMI and disease progression is normal correlation.

-) We can also see from the loss function that our mean absolute error is high, which indicates that the model is not operating correctly and that the forecasts are far from the actual values,according to a high MAE.